L3D-IVU Workshop @ CVPR 2022

  • 2022
  • ServiceNow Research
February 17, 2022

Learning with Limited Labelled Data for Image and Video Understanding

On June 20, 2022 Issam Hadj Laradji, Pau Rodriguez, and David Vazquez from ServiceNow Research will co-host a workshop on Learning with Limited Labelled Data for Image and Video Understanding as part of the CVPR 2022 Conference. The goal of this workshop is to explore approaches that learn from limited labelled data, with side information such as text data, or using data with weak to no supervision. The workshop will have a special focus on image and video understanding tasks, such as video segmentation/detection and action recognition, which have been under-explored by researchers so far. Find out more by visiting the workshop website.

Interested in participating? The deadline to submit your paper is March 5, 2022. We encourage submissions addressing the following topics and will consider other relevant contributions tackling issues pertaining to learning with limited labelled data: 

  • Few-shot classification, detection and segmentation in still images and video, including objects, actions, and scenes.

  • Cross-domain few-shot learning.

  • Zero-shot learning.

  • Self-supervised learning.

  • Weakly supervised learning.

  • Semi-supervised learning.

  • Transfer learning.

  • Open-set learning.

  • New benchmarks.

  • Real-world applications discussing the societal impact of few-shot learning.

All submissions will be peer-reviewed under a double-blind policy. Accepted papers will be presented during the poster session and some as orals. The two best papers will receive an award!

Got questions? Contact the organizing committee at l3divuworkshop@gmail.com.

The organizing committee includes Xin Wang (Microsoft Research), David Vazquez (ServiceNow Research), Pau Rodriguez (ServiceNow Research), Issam Laradji (ServiceNow Research), Gabriel Huang (ServiceNow Research), Richard Wildes (York University), Kosta Derpanis (York University), Mennatullah Siam (York University), Luping Zhou (University of Sidney), Boris Oreshkin (Unity Technologies).

We are excited to help bring this workshop together and hope to see you there!

Are you interested in doing fundamental or applied research at ServiceNow?

If you are interested in exploring full-time career opportunities with the ServiceNow Research team or wish to learn more about the part-time Visiting Researcher Program (for research internships), please take a moment to fill out this form so that hiring managers can learn more about your background and we can contact you about our current openings. Please note that ServiceNow Research internships through our Visiting Researcher Program start and run all year and are not limited to "seasonal" applications.

Follow @ServiceNowRSRCH on Twitter for our latest news, and updates from the community, and to get in touch.

© 2022 ServiceNow, Inc. All rights reserved. ServiceNow, the ServiceNow logo, Now, and other ServiceNow marks are trademarks and/or registered trademarks of ServiceNow, Inc. in the United States and/or other countries. Other company names, product names, and logos may be trademarks of the respective companies with which they are associated.


  • Work-study program student Jasmine M. with ServiceNow employee Albert O.
    Work-study program offers high schoolers a start in tech
    We’ve partnered with Cristo Rey San Jose Jesuit High School’s Corporate Work Study Program since 2020 to empower students from underserved communities.
  • RPA: group of workers gathered around a conference table looking at a laptop
    AI and Automation
    Forrester report: ServiceNow debuts as a Strong Performer in RPA
    In our very first year of entry, ServiceNow has been named a Strong Performer in The Forrester Wave: Robotic Process Automation, Q1 2023. Find out why.
  • Generative AI capabilities: man in glasses looking intently at open laptop
    Now on Now
    How ServiceNow is using generative AI capabilities across its operations
    Generative AI capabilities can deliver rich experiences and unlock the potential of technology, people, and processes. Find out how we use them at ServiceNow.

Trends & Research

  • RPA: group of workers gathered around a conference table looking at a laptop
    AI and Automation
    Forrester report: ServiceNow debuts as a Strong Performer in RPA
  • #1 in ITSM, AIOps and IT Operations Market Share: Organizations around the world count on ServiceNow in times of change.
    IT Management
    ServiceNow is No. 1 for AIOps, IT operations, and IT service management categories by market share
  • ESG technology: green surrounding a river, woman smiling, 2 government employees in conversation
    Cybersecurity and Risk
    Survey says ESG technology drives results